Tutorial 34- Performance Metrics For Classification Problem In Machine Learning- Part1

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  • เผยแพร่เมื่อ 21 พ.ย. 2024

ความคิดเห็น • 250

  • @Kickass3131
    @Kickass3131 3 ปีที่แล้ว +81

    I have almost completed my masters in data science and they only mentioned F1-Score, never F-beta score. You are a very good teacher!!!

    • @saikirangolla2054
      @saikirangolla2054 3 ปีที่แล้ว

      Because they follow old syllabus

    • @ebujak1
      @ebujak1 3 ปีที่แล้ว

      F1 -score where Bets=1 is for equal weighting of precision and recall. Beta will change depending if your problem should favor precision (or recall).

    • @shyamkale7230
      @shyamkale7230 2 ปีที่แล้ว

      Because this is Krish that is Oldish

    • @rpratiksha6547
      @rpratiksha6547 2 ปีที่แล้ว

      Where did you pursue your masters?

    • @ritikgupta6825
      @ritikgupta6825 2 ปีที่แล้ว

      this field is so vast that one institute cant tech each and everything, you have to continously gain knowledge from wherever you find

  • @AbdullaNabeel
    @AbdullaNabeel 2 ปีที่แล้ว +2

    he is a hero, not the hero we deserved but the hero we needed

  • @vaibhavvaibhav6118
    @vaibhavvaibhav6118 4 ปีที่แล้ว +12

    I don't know how to put in words but a big big THANK YOU Krish for making such amazing videos. These are the kind of explanations that I have been searching over for months.

  • @preetsandhu2844
    @preetsandhu2844 3 ปีที่แล้ว +4

    I was confused after my lecture in college, just knew names of method but now got to know when to apply what. Thank you Krish, you are Awesome Teacher

  • @SanjaySharma-f1l
    @SanjaySharma-f1l ปีที่แล้ว +2

    I only started learning AI / ML few weeks back and this explanation was brilliant and you made it so easy to understand the concept.

  • @UmairMehmood
    @UmairMehmood 2 ปีที่แล้ว +1

    Best explanation. In the university, I just learned the formulas but never understood them. Very clear explanation!

  • @mohammadarif8057
    @mohammadarif8057 4 ปีที่แล้ว +1

    Sir bhagwaan apko sari khusiya de...splendid job for sharing such valuable concepts

  • @munishasharma5265
    @munishasharma5265 4 ปีที่แล้ว +2

    Fantastic explanation. The best thing about this video is you explained where is real (IT) world we can use, which matrix to use when. probably one of your masterpieces.

  • @naveendubey2815
    @naveendubey2815 4 ปีที่แล้ว +20

    This is the best explanation of Metrices i have ever gone through...Fantastic Job!!

  • @zulfiqarali-zq1rg
    @zulfiqarali-zq1rg 4 ปีที่แล้ว +4

    Hello sir!I cannot imagine how you are helping me at this time of my final defense.God bless you sir .salute you sir thx from the neighbor.

  • @ishakawade9100
    @ishakawade9100 2 ปีที่แล้ว

    ANY 10TH STANDARAD STUDENT HERE?THANKS FOR THIS VIDEO I'M JUST BLESSED, THERE IS NO CHANNEL DOING THIS FOR OUR SYLLABUS THANKS A LOT MAN DIDN'T EXPECT SUCH A GREAT TUTORIAL HERE ON YT

  • @sohamajgaonkar3119
    @sohamajgaonkar3119 2 ปีที่แล้ว

    you are a savior bcz.... out college faculties are hopelesss..

  • @aravindetagi4008
    @aravindetagi4008 2 ปีที่แล้ว

    Krish always explains and makes concept simpler and make us remember for eternity

  • @vipindube5439
    @vipindube5439 4 ปีที่แล้ว +6

    Thanks for your consistency with your learning and teaching.

  • @aish_waryaaa
    @aish_waryaaa 2 ปีที่แล้ว +1

    He is saving me in my masters and clearing my concepts.Thank You sooo muchhh Sir.GOD Bless You:)

  • @ReshamJaiswal-l8y
    @ReshamJaiswal-l8y ปีที่แล้ว

    At first I was really confused with where things were going because, a lot of it works well for me if examples are shared to explain the scenario (which were later included - Spam and Cancerous/Non-Cancerous). I have been referring to a lot of notes from many sources and none of them could give me the kind of clarity this video gave me on what metrics to focus on and when. Thanks a ton for sharing this.

  • @faustopf-.
    @faustopf-. ปีที่แล้ว +1

    Incredible explanation, I just started my evaluation phase in my churn prediction model and this will be really helpful, thank you!

  • @shreyasrajendrachim5282
    @shreyasrajendrachim5282 3 ปีที่แล้ว +1

    Thank you Krish Sir,for explaining precision and recall so effectively, previously it was very confusing.

  • @architnarang3232
    @architnarang3232 2 ปีที่แล้ว

    Brilliant comprehensive playlist 👍🏻👍🏻

  • @chaya6859
    @chaya6859 4 หลายเดือนก่อน

    Thank you so much for deep driving the each concept related to the Data Science/Machine learning 😊😊

  • @milindkulkarni4335
    @milindkulkarni4335 3 ปีที่แล้ว

    This is the best channel i came across so far.

  • @Santhosh_39
    @Santhosh_39 3 ปีที่แล้ว +4

    Amazing explanation Krish. Definitely I will watch this video again, before when I'm attending interviews. So many things will be clarified in 20 min. of explanation.

  • @raneshmitra8156
    @raneshmitra8156 4 ปีที่แล้ว +1

    This is one of your master class video as of now....Thanks Kris...

  • @sweetyporwal8769
    @sweetyporwal8769 3 ปีที่แล้ว +1

    Wonderful explanation very sorted & clear , I never got clear understanding on performance matrix before this. Great job i must say..!!

  • @anirbansengupta1107
    @anirbansengupta1107 3 ปีที่แล้ว +4

    This is the best explanation for performance metric selection in classification problems. Thank you Krish!!

  • @swarnimapandey7297
    @swarnimapandey7297 4 ปีที่แล้ว +12

    thanks a lot, man!! I really needed this as hell in my one of the ml projects.. and here u uploaded this video..

  • @piyushhibare
    @piyushhibare 3 ปีที่แล้ว

    Actually All these topics are very tough to understand but krish explained it very well.. Thanks a lot Krish

  • @Letsbetog
    @Letsbetog 3 ปีที่แล้ว

    If youtube provides 10000+ subscribe and like buttons , I would have like and subscribed all of them.. THank you very sir for bringing such an amazing content for free.

  • @skywalker0803r
    @skywalker0803r 4 ปีที่แล้ว +13

    I finished watching the entire playlist Thank you a lot

    • @drishtisharma6843
      @drishtisharma6843 4 ปีที่แล้ว

      superb! many congratulations!

    • @abhinavkale4632
      @abhinavkale4632 3 ปีที่แล้ว +1

      @@drishtisharma6843 where is the part 2?

    • @viralgo4195
      @viralgo4195 3 ปีที่แล้ว

      @@abhinavkale4632 check out the complete machine learning playlist. Watch video 41 for next part.

    • @amitbudhiraja7498
      @amitbudhiraja7498 3 ปีที่แล้ว

      What is the playlist name?

  • @sandipansarkar9211
    @sandipansarkar9211 4 ปีที่แล้ว +1

    Great explanation Krish .But we need to remember the things to apply them.Thanks

  • @abhiksarkar3611
    @abhiksarkar3611 3 ปีที่แล้ว

    Literally the best explanation

  • @vidyasagar7860
    @vidyasagar7860 4 ปีที่แล้ว

    Good classification sir about performance metrics for novice learner

  • @abhishekranjan2617
    @abhishekranjan2617 3 ปีที่แล้ว +1

    superb, awesome and great video sir...
    you are a great teacher and a person too..
    I love your videos sir👌👌👍❤❤❤🙏🙏🙏🙏🙏🙏🙏🙏😊😊😘😘😍😍🥰

  • @lalitalone706
    @lalitalone706 ปีที่แล้ว

    I really enjoy your lecture, Krish. Thanks a lot for putting this video.

  • @anaghakatthe4162
    @anaghakatthe4162 4 ปีที่แล้ว +4

    Sir, I am a graduate research student and currently working on my thesis. This video was very helpful. I wanted to learn about ROC,AUC and kappa. I have to defend in 2 months. When could we expect part2 and part3 video, Sir? Could you please let me know.

  • @bishwajeet_b_das
    @bishwajeet_b_das 4 ปีที่แล้ว +1

    Superb explaination.. sir

  • @akshaysharma224
    @akshaysharma224 2 ปีที่แล้ว

    Wonderful explanation. Loved your teaching style. Thanks for this amazing content !

  • @apoorvaka4247
    @apoorvaka4247 3 ปีที่แล้ว

    Excellent with clear explanation 👌👏

  • @hiteshdamani30
    @hiteshdamani30 4 ปีที่แล้ว +2

    Most Awaited video!!! Thank you soo much sir..... 👍👍👍

  • @sreelakshmi4230
    @sreelakshmi4230 3 ปีที่แล้ว

    Thank you Krish for Wonderful explanation

  • @samutsari5956
    @samutsari5956 2 ปีที่แล้ว

    Thank you sir for explaining further the concepts

  • @titaniumstrong956
    @titaniumstrong956 4 ปีที่แล้ว

    Best explanation..Hats off Krish

  • @Nancivlog
    @Nancivlog 3 ปีที่แล้ว

    best video on youtube.. Thank you

  • @shaneebkottakkal3491
    @shaneebkottakkal3491 ปีที่แล้ว

    Amazing,Very Intresting

  • @raghuiyer6848
    @raghuiyer6848 5 หลายเดือนก่อน

    too good kris. very useful and informative video

  • @gustavoramalho9454
    @gustavoramalho9454 2 ปีที่แล้ว

    You're an amazing teacher! Thanks for this video

  • @kshitijbiyani3777
    @kshitijbiyani3777 3 ปีที่แล้ว

    kudos to you. Very well explained.

  • @nitheesh340
    @nitheesh340 3 ปีที่แล้ว

    Krish Sir, you're really a super hero compared to Hrithik Roshan's Krrish. :D Everytime I watch your video, my desire to meet you in person is increasing day by day. Wonderful video as always. You made the concept super clear. Would love to learn more from you. Thank you.

  • @sumitnaina
    @sumitnaina 3 ปีที่แล้ว

    Thanks buddy. Now I have full clarity about recall, precision and f beta.

  • @himanshubhusanrath212
    @himanshubhusanrath212 3 ปีที่แล้ว

    Loved the explanation. Thank you for sharing this info with such simple explanations

  • @fysys_56
    @fysys_56 2 ปีที่แล้ว

    Thank you so much for teaching this good. I really understood the topics . You are a great teacher. 💖💖

  • @bassantgamal8873
    @bassantgamal8873 3 ปีที่แล้ว

    Thank you a lot, this is really very simple and clear. This is the best explanation I have ever seen, you are amazing.

  • @r7918
    @r7918 3 ปีที่แล้ว

    Most excellent video I have ever watched on this topic. Thanks a lot krish, it helped me a lot!!!

  • @iramarshad700
    @iramarshad700 3 ปีที่แล้ว

    Kindly upload 1 vs 1 classification problem as well. I really like your videos. It is very well explained

  • @sunilkumarganapathy3758
    @sunilkumarganapathy3758 4 ปีที่แล้ว +1

    Superb Kris.. Egarly waiting for next part

  • @ijeffking
    @ijeffking 4 ปีที่แล้ว +1

    Excellent explanation. Thank you

  • @debasishpanda5648
    @debasishpanda5648 4 ปีที่แล้ว

    In a pathological database there are 2000 patient records out of which 600 are flu patient records. A disease predictor application accesses that database and predicts 150 flu patients correctly out of 200 flu patients and 300 non-flu patients. Find the following performance parameters.
    a) Sensitivity
    b) Specificity
    c) Accuracy
    d) Precision

  • @BrianIvanCusuanto
    @BrianIvanCusuanto 4 ปีที่แล้ว

    this is nugget! Krish explained so well like crystal clear. thanks!

  • @syedyunus4204
    @syedyunus4204 4 ปีที่แล้ว +2

    I'm waiting for part 3 of "implementing all the Metrics For Classification Problem in ML by taking improper data set" as you mentioned in the above video here 1:05 please Krish. As I'm preparing for the interviews as a fresher and I'm immensely in need of the job now and I have a year of a gap also, So I'm sitting continuously to quench my thirst for covering ML part as quickly as possible. so please Krish make the video.

  • @surbhisoni5614
    @surbhisoni5614 3 ปีที่แล้ว

    thanks Sir for so much efforts to teach so as to make our concepts clear

  • @goelnikhils
    @goelnikhils ปีที่แล้ว

    Amazing Content

  • @sulochanasandaruwan763
    @sulochanasandaruwan763 3 ปีที่แล้ว

    Hey, krish. It is a great video; I could learn a lot and clear few aughts I had with performance metrics. Thank you .. ! Good luck...

  • @_proton5
    @_proton5 3 ปีที่แล้ว

    Excellent video Krish. Kudos!

  • @NM-vw6xq
    @NM-vw6xq 3 ปีที่แล้ว

    Great explanation Krish! Thank you!

  • @venud1800
    @venud1800 4 ปีที่แล้ว

    Excellent Summary Krish 👍

  • @ektamanvar4397
    @ektamanvar4397 4 ปีที่แล้ว

    oh my god no words to comment explained very well thanks a lot........

  • @sohamajgaonkar3119
    @sohamajgaonkar3119 2 ปีที่แล้ว

    mind bogling awesome

  • @shakib.polock
    @shakib.polock 2 ปีที่แล้ว

    this is one brilliant video! thank you very much.

  • @alphonseinbaraj7602
    @alphonseinbaraj7602 4 ปีที่แล้ว +1

    Eager to know about part 2 and 3 also.

  • @ashwinibalaji350
    @ashwinibalaji350 2 ปีที่แล้ว

    Amazing explanation. Thank you so much :) You are always the best!

  • @shivadumnawar7741
    @shivadumnawar7741 4 ปีที่แล้ว

    great work sir

  • @kamalmalik9529
    @kamalmalik9529 4 ปีที่แล้ว

    Great Sir, I was badly in search to clear all my concepts, I really learned a lot. Thanks Sir

  • @nkorochinaechetam2516
    @nkorochinaechetam2516 2 ปีที่แล้ว

    thanks for your explanation, I took notes !

  • @aminurrahmanashik2786
    @aminurrahmanashik2786 2 ปีที่แล้ว

    A great video. Thanks a lot.

  • @kathirkathir4689
    @kathirkathir4689 2 ปีที่แล้ว

    Excellent sir.

  • @swamzvj5045
    @swamzvj5045 2 ปีที่แล้ว +2

    Great video! But, how do we mathematically/ practically find out if we have a balanced/ unbalanced dataset?

  • @gauravpardeshi6056
    @gauravpardeshi6056 2 ปีที่แล้ว

    very good video krish...

  • @swapnildeshpande21
    @swapnildeshpande21 2 ปีที่แล้ว

    Quality Teaching..

  • @bhavyav3859
    @bhavyav3859 4 ปีที่แล้ว

    Thank you sir..for the efforts you have taken to explain!!

  • @sahilsrivastava9895
    @sahilsrivastava9895 4 ปีที่แล้ว

    Very informative video. Thanks for this.

  • @ayselceferzade8587
    @ayselceferzade8587 2 ปีที่แล้ว

    Absolutely understandable! Thanks a lot!

  • @manojtaleka954
    @manojtaleka954 2 ปีที่แล้ว

    Thank you Krish for this nice video

  • @vimalshrivastava6586
    @vimalshrivastava6586 4 ปีที่แล้ว

    Excellent Explaination👍

  • @lalitchaudhari7470
    @lalitchaudhari7470 4 ปีที่แล้ว

    very very nice video sir, Great Explanation..thanks a lot

  • @vibesnovibes6320
    @vibesnovibes6320 3 ปีที่แล้ว

    You my friend are godsend 👍

  • @milenafassea5822
    @milenafassea5822 ปีที่แล้ว

    Krish you are amazing!!!!

  • @nikhilpawar7876
    @nikhilpawar7876 3 ปีที่แล้ว

    Great video sir

  • @rupareddy9243
    @rupareddy9243 4 ปีที่แล้ว

    Thanks a lot krish, waiting for part-2&3 videos.

  • @ankitac4994
    @ankitac4994 3 ปีที่แล้ว

    Well explained.👏

  • @rinikhanna7510
    @rinikhanna7510 2 ปีที่แล้ว

    Very helpful video. Thanks Krish :)

  • @amitmodi7882
    @amitmodi7882 4 ปีที่แล้ว

    Wonderful Explanation.

  • @aasimniazi1007
    @aasimniazi1007 3 ปีที่แล้ว

    Good job

  • @priyasinha2251
    @priyasinha2251 2 ปีที่แล้ว

    Hats off Krish!

  • @search_is_mouse
    @search_is_mouse 3 ปีที่แล้ว

    선생님 감사합니다... 적게 일하고 많이 버세요...
    Thank you SO MUCH!!!!!!

  • @bharathjc4700
    @bharathjc4700 4 ปีที่แล้ว +1

    Thank a ton for your valuable inputs

  • @Sainik-Vihar-Layout-Yelankha
    @Sainik-Vihar-Layout-Yelankha 4 ปีที่แล้ว +1

    Woww , waiting for next video,can you explain what is LAD & LAE

  • @jeffvarghese7657
    @jeffvarghese7657 2 ปีที่แล้ว

    Great Krish.👍

  • @umeshdissanayaka2802
    @umeshdissanayaka2802 4 ปีที่แล้ว

    Great one

  • @narenderbansal5741
    @narenderbansal5741 4 ปีที่แล้ว +1

    Hi krish, Very nice explanation. Just only one question. In your point of view, model performance is more important or model accuracy. from my point of view it is model accuracy because for model performance we can create pickle file and can maintain the model performance. Please correct me if i am wrong.

  • @pranjalgupta9427
    @pranjalgupta9427 3 ปีที่แล้ว +1

    Nice😊👏👍